I am a results-driven technology leader with 15+ years of experience delivering scalable software platforms, driving cloud-first transformation, and leading high-performance engineering teams. With deep expertise in cloud architecture (AWS, GCP), full-stack development, IoT systems, and cybersecurity, I’ve enabled digital innovation across startups, scale-ups, and enterprises.

As a Senior Manager of Software Engineering, I lead multiple teams to align engineering velocity with business goals, modernize legacy platforms, and instill a culture of ownership, excellence, and innovation. I specialize in building cloud-native solutions, securing systems end-to-end, and mentoring future tech leaders.

🔹 Tech Skills
Languages: Python, Go (Golang), Node.js, JavaScript, TypeScript, Java
Frontend: React.js, Vue.js, Next.js, HTML5, CSS3, Tailwind
Backend: REST, GraphQL, gRPC, WebSockets, Microservices
Cloud & DevOps: AWS (Lambda, ECS, EC2, S3, VPC), GCP (Cloud Run, Pub/Sub), Docker, Kubernetes, Terraform, GitHub Actions, CI/CD
Architecture: Serverless, Event-driven Design, Multi-tenant SaaS, Distributed Systems
Security: IAM, OWASP, CIS Benchmarks, Zero Trust, DevSecOps, SOC2
Data: PostgreSQL, MongoDB, DynamoDB, Redis, Kafka, BigQuery, Elasticsearch
AI/ML: ML pipelines, TensorFlow, scikit-learn, LangChain, LLMs
Tools: Jira, Confluence, Trello, Figma, Postman, Datadog, New Relic

🔹 Business Impact

Led platform modernization—improved performance by 75% and cut cloud cost by 30%

Co-founded and scaled SaaS product from MVP to international adoption

Integrated security-by-design across SDLC, improving audit readiness for SOC2

Grew engineering team 5x in 18 months, introduced OKRs and leadership tracks

🔹 Certifications & Learning

AWS Certified Solutions Architect – Associate
Machine Learning & Deep Learning (Stanford / Andrew Ng)

🔹 Leadership Philosophy
I believe great products are built by empowered teams. I foster cultures of curiosity, psychological safety, and accountability—balancing innovation with execution, and strategy with empathy.

Ever wondered what the real bottleneck is in Agentic AI? 🤖⚙️

It’s not the LLM.

It’s tool reliability + feedback loops.

An agent only looks “smart” when it can do this repeatedly:

✅ Call a tool
✅ Detect if the output is wrong / incomplete
✅ Recover (retry, switch tools, change plan)
✅ Converge to a correct result

That’s basically building an autonomous error-handling system.

Deep tech detail: the best agents behave like control systems with:

• Confidence thresholds (act vs ask)
• Self-checks (validators / tests on outputs)
• Budgeting (time, tokens, cost, risk)
• Fallback policies (degrade safely, don’t spiral)

The real lesson 👇
“Agentic” isn’t a prompt pattern.
It’s engineering convergence in an uncertain world.

#AgenticAI  #AIEngineering #LLM #AI

Mehul A.

Hello! I'm a seasoned professional with 14 years in project management, technical leadership, and development, specializing in setting up and managing technical best practices, with a focus on development, security, DevOps, and cloud platforms like AWS, GCP, DO, and Hetzner.

My technical expertise spans across backend development in PHP, Node.js, Python, Go, and frontend technologies like Angular, React, Vue, as well as hybrid mobile technologies including Ionic and Cordova. I am deeply passionate about security, performance, and development best practices, with a strong proficiency in languages such as JavaScript, PHP, Go, Rust, Python, and R.

Having led teams of up to 20 people and served as a CTO, I am currently engaged in innovative work on real-time, distributed IoT SCADA systems, while exploring WebAssembly, Big Data, and Machine Learning. I am keen on opportunities that leverage my blend of managerial and technical skills to bridge the gap between management and technical teams.

I believe in fostering team growth through mentoring and continuous improvement, aiming always for quality, performance, robust solutions, and client satisfaction. If you're looking for a leader who combines technical acumen with strategic insight, let's connect and explore potential collaborations. 🚀🌐👨‍💻

Engineering Leader (15+ yrs) | Multi-team Execution & Modernization | AI | SaaS | IoT | AWS | GCP

Ever wondered why Agentic AI is harder than building a chatbot? 🤖🧩

Because agents don’t just generate text.
They change state in the real world.

Deep tech reality:

An agent needs a transaction layer for actions.

Otherwise one retry can mean: ❌ duplicate payments
❌ double DB writes
❌ repeated emails
❌ accidental deletes

So production agents must implement:

• Idempotency keys (safe retries)
• Action logs (audit + replay)
• Compensating actions (rollback when you can’t “undo”)
• State checkpoints (resume without hallucinating progress)
• Concurrency control (multiple agents touching shared resources)

Big lesson 👇
Agentic AI isn’t “LLM + tools”.

It’s distributed systems + control theory, with a probabilistic brain in the loop.

#AgenticAI #AI #AIEngineering #DistributedSystems #LLM #MachineLearning

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